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Ecological monitoring is increasingly automated by vision models, yet opaque predictions limit trust and field adoption. We present an inpainting-guided, perturbation-based explanation technique that produces photorealistic, mask-localized…

Computer Vision and Pattern Recognition · Computer Science 2025-10-27 Günel Aghakishiyeva , Jiayi Zhou , Saagar Arya , Julian Dale , James David Poling , Holly R. Houliston , Jamie N. Womble , Gregory D. Larsen , David W. Johnston , Brinnae Bent

Animal behavior serves as a reliable indicator of the adaptation of organisms to their environment and their overall well-being. Through rigorous observation of animal actions and interactions, researchers and observers can glean valuable…

Machine Learning · Computer Science 2024-05-24 Edoardo Fazzari , Donato Romano , Fabrizio Falchi , Cesare Stefanini

Remote sensing scene classification has experienced a paradigmatic transformation from traditional handcrafted feature methods to sophisticated artificial intelligence systems that now form the backbone of modern Earth observation…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Qionghao Huang , Can Hu

The assessment of laboratory animal behavior is of central interest in modern neuroscience research. Behavior is typically studied in terms of pose changes, which are ideally captured in three dimensions. This requires triangulation over a…

Computer Vision and Pattern Recognition · Computer Science 2021-06-25 Indrani Sarkar , Indranil Maji , Charitha Omprakash , Sebastian Stober , Sanja Mikulovic , Pavol Bauer

Herbarium sheets are invaluable for botanical research, and considerable time and effort is spent by experts to label and identify specimens on them. In view of recent advances in computer vision and deep learning, developing an automated…

Computer Vision and Pattern Recognition · Computer Science 2019-06-18 Kiat Chuan Tan , Yulong Liu , Barbara Ambrose , Melissa Tulig , Serge Belongie

Much of Earth's charismatic megafauna is endangered by human activities, particularly the rhino, which is at risk of extinction due to the poaching crisis in Africa. Monitoring rhinos' movement is crucial to their protection but has…

Computer Vision and Pattern Recognition · Computer Science 2024-09-27 Lucia Gordon , Nikhil Behari , Samuel Collier , Elizabeth Bondi-Kelly , Jackson A. Killian , Catherine Ressijac , Peter Boucher , Andrew Davies , Milind Tambe

Elephant Poaching in African countries has been a decade-old problem. So much so that African Forest Elephants are now listed as an endangered species, and African Savannah Elephants as critically endangered by the IUCN (International Union…

Computer Vision and Pattern Recognition · Computer Science 2025-08-14 Aryan Pandhi , Shrey Baid , Sanjali Jha

Text-rich images, where text serves as the central visual element guiding the overall understanding, are prevalent in real-world applications, such as presentation slides, scanned documents, and webpage snapshots. Tasks involving multiple…

Computer Vision and Pattern Recognition · Computer Science 2025-06-09 Mengzhao Jia , Wenhao Yu , Kaixin Ma , Tianqing Fang , Zhihan Zhang , Siru Ouyang , Hongming Zhang , Dong Yu , Meng Jiang

Caribou across the Arctic has declined in recent decades, motivating scalable and accurate monitoring approaches to guide evidence-based conservation actions and policy decisions. Manual interpretation from this imagery is labor-intensive…

Computer Vision and Pattern Recognition · Computer Science 2026-04-22 Ghazaleh Serati , Samuel Foucher , Jerome Theau

As the technology is advancing, audio recognition in machine learning is improved as well. Research in audio recognition has traditionally focused on speech. Living creatures (especially the small ones) are part of the whole ecosystem,…

Sound · Computer Science 2018-10-23 Siddhardha Balemarthy , Atul Sajjanhar , James Xi Zheng

Increased biosecurity and food safety requirements may increase demand for efficient traceability and identification systems of livestock in the supply chain. The advanced technologies of machine learning and computer vision have been…

Computer Vision and Pattern Recognition · Computer Science 2022-10-18 Md Ekramul Hossain , Muhammad Ashad Kabir , Lihong Zheng , Dave L. Swain , Shawn McGrath , Jonathan Medway

Effective monitoring of mobile animal populations is crucial for ecological research, wildlife management, and agricultural applications. Monitoring of bats specifically can help understand the spread of disease as well as shine light on…

Systems and Control · Electrical Eng. & Systems 2025-12-09 Maatla Sefawe , Sravya Ganti , Julianna Segalla , Erwei He , Isaac Tourner , Julia Gersey

Artificial intelligence has the potential to make valuable contributions to wildlife management through cost-effective methods for the collection and interpretation of wildlife data. Recent advances in remotely piloted aircraft systems…

Computer Vision and Pattern Recognition · Computer Science 2023-10-18 Miao Chang , Tan Vuong , Manas Palaparthi , Lachlan Howell , Alessio Bonti , Mohamed Abdelrazek , Duc Thanh Nguyen

As Artificial Intelligence (AI) has developed rapidly over the past few decades, the new generation of AI, Large Language Models (LLMs) trained on massive datasets, has achieved ground-breaking performance in many applications. Further…

Computer Vision and Pattern Recognition · Computer Science 2024-10-29 Yijiashun Qi , Shuzhang Cai , Zunduo Zhao , Jiaming Li , Yanbin Lin , Zhiqiang Wang

State-of-the-art animal classification models like SpeciesNet provide predictions across thousands of species but use conservative rollup strategies, resulting in many animals labeled at high taxonomic levels rather than species. We present…

Computer Vision and Pattern Recognition · Computer Science 2025-10-17 Hugo Markoff , Jevgenijs Galaktionovs

We present a new method of primate face recognition, and evaluate this method on several endangered primates, including golden monkeys, lemurs, and chimpanzees. The three datasets contain a total of 11,637 images of 280 individual primates…

Computer Vision and Pattern Recognition · Computer Science 2018-04-25 Debayan Deb , Susan Wiper , Alexandra Russo , Sixue Gong , Yichun Shi , Cori Tymoszek , Anil Jain

Acquiring information on large areas on the earth's surface through satellite cameras allows us to see much more than we can see while standing on the ground. This assists us in detecting and monitoring the physical characteristics of an…

Computer Vision and Pattern Recognition · Computer Science 2022-01-07 Aditya Kumar Singh , B. Uma Shankar

Recent developments in the remote sensing systems and image processing made it possible to propose a new method of the object classification and detection of the specific changes in the series of satellite Earth images (so called targeted…

Computer Vision and Pattern Recognition · Computer Science 2018-03-16 Vladimir Ignatiev , Alexey Trekin , Viktor Lobachev , Georgy Potapov , Evgeny Burnaev

Recent advances in computer vision have made accurate, fast and robust measurement of animal behavior a reality. In the past years powerful tools specifically designed to aid the measurement of behavior have come to fruition. Here we…

Computer Vision and Pattern Recognition · Computer Science 2020-07-14 Mackenzie W. Mathis , Alexander Mathis

Detecting elephants through seismic signals is an emerging research topic aimed at developing solutions for Human-Elephant Conflict (HEC). Despite the promising results, such solutions heavily rely on manual classification of elephant…

Machine Learning · Computer Science 2025-09-10 Jaliya L. Wijayaraja , Janaka L. Wijekoon , Malitha Wijesundara